diff --git a/torchaudio/functional/functional.py b/torchaudio/functional/functional.py
index 825a07e5a9..b7d9b112b8 100644
--- a/torchaudio/functional/functional.py
+++ b/torchaudio/functional/functional.py
@@ -578,6 +578,12 @@ def angle(
     return torch.atan2(complex_tensor[..., 1], complex_tensor[..., 0])
 
 
+@_mod_utils.deprecated(
+    "Please convert the input Tensor to complex type with `torch.view_as_complex` then "
+    "use `torch.abs` and `torch.angle`. "
+    "Please refer to https://github.com/pytorch/audio/issues/1337 "
+    "for more details about torchaudio's plan to migrate to native complex type."
+)
 def magphase(
         complex_tensor: Tensor,
         power: float = 1.0
diff --git a/torchaudio/transforms.py b/torchaudio/transforms.py
index a04592f2c4..fa38118043 100644
--- a/torchaudio/transforms.py
+++ b/torchaudio/transforms.py
@@ -1,6 +1,7 @@
 # -*- coding: utf-8 -*-
 
 import math
+import warnings
 from typing import Callable, Optional
 
 import torch
@@ -673,6 +674,14 @@ class ComplexNorm(torch.nn.Module):
     __constants__ = ['power']
 
     def __init__(self, power: float = 1.0) -> None:
+        warnings.warn(
+            'torchaudio.transforms.ComplexNorm has been deprecated '
+            'and will be removed from future release.'
+            'Please convert the input Tensor to complex type with `torch.view_as_complex` then '
+            'use `torch.abs` and `torch.angle`. '
+            'Please refer to https://github.com/pytorch/audio/issues/1337 '
+            "for more details about torchaudio's plan to migrate to native complex type."
+        )
         super(ComplexNorm, self).__init__()
         self.power = power